Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Kimball Methodology skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kimball Methodology over the 6 months to 20 November 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
England > London
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 504 577 544
Rank change year-on-year +73 -33 +83
Permanent jobs citing Kimball Methodology 308 280 328
As % of all permanent IT jobs advertised in London 0.46% 0.37% 0.44%
As % of the Processes & Methodologies category 0.50% 0.40% 0.48%
Number of salaries quoted 255 188 299
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% -
10th Percentile £43,750 £43,000 £42,500
90th Percentile £95,000 £77,875 £83,750
England median annual salary £60,000 £50,000 £53,500
% change year-on-year +20.00% -6.54% +1.90%

Kimball Methodology is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 61,730 69,825 68,771
As % of all permanent IT jobs advertised in London 91.61% 92.81% 91.89%
Number of salaries quoted 49,910 53,824 59,218
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,382
90th Percentile £95,000 £90,000 £88,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Kimball Methodology
Job Vacancy Trend in London

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in London.

Job vacancy trend for Kimball Methodology in London

Kimball Methodology
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kimball Methodology in London.

Salary trend for Kimball Methodology in London

Kimball Methodology
Salary Histogram in London

The salary distribution of IT jobs citing Kimball Methodology in London over the 6 months to 20 November 2018.

Salary histogram for Kimball Methodology in London

Kimball Methodology
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the London region over the 6 months to 20 November 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +12 61 £62,500 +8.70% 23
South London +11 26 £60,000 -7.69%
West London +20 5 £61,250 +122.73% 10
East London -5 4 £60,000 -4.00%
Kimball Methodology
England

For the 6 months to 20 November 2018, IT jobs citing Kimball Methodology also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Kimball Methodology.

1 275 (89.29%) Data Warehouse
2 237 (76.95%) SQL
3 235 (76.30%) SQL Server
4 228 (74.03%) Business Intelligence
5 218 (70.78%) ETL
6 201 (65.26%) SQL Server Integration Services
7 150 (48.70%) Agile Software Development
8 143 (46.43%) Microsoft
9 136 (44.16%) Finance
10 113 (36.69%) SQL Server Analysis Services
11 110 (35.71%) SQL Server Reporting Services
12 106 (34.42%) Power BI
13 102 (33.12%) Data Modelling
14 97 (31.49%) Dimensional Modelling
15 94 (30.52%) T-SQL
16 91 (29.55%) Oracle
17 89 (28.90%) Analytics
18 77 (25.00%) Banking
19 75 (24.35%) OLAP
20 68 (22.08%) Performance Tuning
21 64 (20.78%) Big Data
22 61 (19.81%) Microsoft Azure
23 57 (18.51%) Hadoop
23 57 (18.51%) XML
23 57 (18.51%) Relational Database
24 56 (18.18%) Web Services
25 55 (17.86%) Visualisation
26 51 (16.56%) SQL Server 2008
27 49 (15.91%) Data Quality
27 49 (15.91%) Microsoft Analysis Services

Kimball Methodology
Co-occurring IT Skills in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 20 (6.49%) Apache
2 18 (5.84%) Apache Spark
2 18 (5.84%) IIS
2 18 (5.84%) SAS
3 13 (4.22%) SharePoint
4 5 (1.62%) SharePoint 2010
4 5 (1.62%) SharePoint 2013
5 2 (0.65%) Elasticsearch
Applications
1 43 (13.96%) Microsoft Excel
2 4 (1.30%) Microsoft Office
2 4 (1.30%) Spreadsheet
Business Applications
1 2 (0.65%) SAP Business One
Cloud Services
1 61 (19.81%) Microsoft Azure
2 28 (9.09%) Azure Data Factory
3 21 (6.82%) Amazon AWS
4 8 (2.60%) Google Cloud Platform
5 4 (1.30%) Azure Functions
5 4 (1.30%) Serverless
6 3 (0.97%) Azure Machine Learning
6 3 (0.97%) Data Lake Analytics
7 2 (0.65%) GitHub
7 2 (0.65%) SaaS
8 1 (0.32%) Cloud Computing
8 1 (0.32%) IaaS
8 1 (0.32%) PaaS
Database & Business Intelligence
1 275 (89.29%) Data Warehouse
2 235 (76.30%) SQL Server
3 201 (65.26%) SQL Server Integration Services
4 113 (36.69%) SQL Server Analysis Services
5 110 (35.71%) SQL Server Reporting Services
6 106 (34.42%) Power BI
7 75 (24.35%) OLAP
8 64 (20.78%) Big Data
9 57 (18.51%) Hadoop
9 57 (18.51%) Relational Database
10 51 (16.56%) SQL Server 2008
11 49 (15.91%) Microsoft Analysis Services
12 42 (13.64%) Data Lake
13 35 (11.36%) SQL Server 2012
14 33 (10.71%) SQL Server 2016
15 31 (10.06%) PowerPivot
15 31 (10.06%) SQL Server 2014
16 27 (8.77%) Oracle OLAP
17 25 (8.12%) Azure SQL Database
18 23 (7.47%) OLAP Cube
Development Applications
1 28 (9.09%) Visual Studio
2 14 (4.55%) Team Foundation Server
3 12 (3.90%) Visual Studio Team System
4 11 (3.57%) Git (software)
5 7 (2.27%) RStudio
6 6 (1.95%) SQL Server Management Studio (SSMS)
7 5 (1.62%) JIRA
7 5 (1.62%) tSQLt
8 3 (0.97%) ER Studio
8 3 (0.97%) ERwin
9 2 (0.65%) Jenkins
9 2 (0.65%) Octopus Deploy
9 2 (0.65%) TeamCity
General
1 136 (44.16%) Finance
2 77 (25.00%) Banking
3 43 (13.96%) Investment Banking
4 28 (9.09%) Marketing
5 17 (5.52%) Games
6 14 (4.55%) Corporate Banking
7 8 (2.60%) Advertising
8 6 (1.95%) Retail
9 4 (1.30%) Legal
10 1 (0.32%) Financial Institution
Job Titles
1 177 (57.47%) Developer
2 98 (31.82%) Business Intelligence Developer
3 86 (27.92%) SQL Developer
4 54 (17.53%) Architect
5 52 (16.88%) SQL BI Developer
6 49 (15.91%) Data Architect
6 49 (15.91%) ETL Developer
7 47 (15.26%) Data Warehouse Developer
8 40 (12.99%) SSIS Developer
9 33 (10.71%) SQL Server Developer
10 28 (9.09%) SSAS Developer
11 25 (8.12%) Analyst
12 23 (7.47%) Business Intelligence Architect
13 22 (7.14%) SQL Server BI Developer
13 22 (7.14%) SSRS Developer
14 19 (6.17%) Senior Developer
15 17 (5.52%) Oracle Developer
16 16 (5.19%) Data Analyst
16 16 (5.19%) Data Engineer
17 15 (4.87%) Oracle Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 57 (18.51%) XML
2 56 (18.18%) Web Services
3 46 (14.94%) .NET
4 40 (12.99%) JSON
5 25 (8.12%) Kafka
6 18 (5.84%) HTML
6 18 (5.84%) MDX
7 13 (4.22%) JSP
7 13 (4.22%) Oracle GoldenGate
8 5 (1.62%) ASP.NET
9 4 (1.30%) LAMP
9 4 (1.30%) XSD
9 4 (1.30%) XSLT
10 2 (0.65%) jQuery
11 1 (0.32%) PySpark
Miscellaneous
1 33 (10.71%) Credit Risk
2 30 (9.74%) Analytical Skills
3 18 (5.84%) Market Risk
4 17 (5.52%) Greenfield Project
5 16 (5.19%) Management Information System
6 15 (4.87%) Replication
7 14 (4.55%) Equities
7 14 (4.55%) Reference Data
8 13 (4.22%) Computer Science
9 10 (3.25%) Fintech
10 6 (1.95%) Self-Motivation
11 4 (1.30%) N-Tier
11 4 (1.30%) Online Games
11 4 (1.30%) Reinsurance
12 3 (0.97%) Data Centre
12 3 (0.97%) Data Structures
12 3 (0.97%) Mobile App
13 2 (0.65%) Digital Media
13 2 (0.65%) User Experience
14 1 (0.32%) Social Media
Operating Systems
1 22 (7.14%) Windows
2 18 (5.84%) AIX
2 18 (5.84%) HPUX
2 18 (5.84%) Solaris
2 18 (5.84%) Unix
3 4 (1.30%) Windows Server
3 4 (1.30%) Windows Server 2012
Processes & Methodologies
1 228 (74.03%) Business Intelligence
2 218 (70.78%) ETL
3 150 (48.70%) Agile Software Development
4 102 (33.12%) Data Modelling
5 97 (31.49%) Dimensional Modelling
6 89 (28.90%) Analytics
7 68 (22.08%) Performance Tuning
8 55 (17.86%) Visualisation
9 43 (13.96%) Inmon Methodology
10 40 (12.99%) Data Integration
11 37 (12.01%) Data Analysis
11 37 (12.01%) Data Architecture
12 36 (11.69%) ETL Development
13 33 (10.71%) Data Governance
13 33 (10.71%) Scrum
14 31 (10.06%) Data Management
14 31 (10.06%) Data Visualisation
15 26 (8.44%) Problem-Solving
16 25 (8.12%) Database Tuning
16 25 (8.12%) Project Management
Programming Languages
1 237 (76.95%) SQL
2 94 (30.52%) T-SQL
3 41 (13.31%) C#
4 31 (10.06%) PL/SQL
4 31 (10.06%) Python
5 27 (8.77%) Data Analysis Expressions (DAX)
5 27 (8.77%) Java
6 19 (6.17%) R
7 17 (5.52%) PowerShell
8 8 (2.60%) JavaScript
9 6 (1.95%) MATLAB
10 5 (1.62%) VB
11 3 (0.97%) Scala
12 1 (0.32%) U-SQL
Qualifications
1 14 (4.55%) Degree
2 8 (2.60%) Computer Science Degree
3 5 (1.62%) MCSE
3 5 (1.62%) MCT
3 5 (1.62%) Microsoft Certification
4 2 (0.65%) Master's Degree
Quality Assurance & Compliance
1 49 (15.91%) Data Quality
2 39 (12.66%) QA
3 20 (6.49%) GDPR
4 7 (2.27%) IFRS
5 6 (1.95%) IFRS 9
6 2 (0.65%) Solvency II
System Software
1 3 (0.97%) Hyper-V
1 3 (0.97%) VMware Infrastructure
2 2 (0.65%) Docker
Systems Management
1 2 (0.65%) Consul
1 2 (0.65%) Kubernetes
1 2 (0.65%) Terraform
Vendors
1 143 (46.43%) Microsoft
2 91 (29.55%) Oracle
3 42 (13.64%) Tableau
4 22 (7.14%) Informatica
5 11 (3.57%) SAP
6 9 (2.92%) Talend
7 6 (1.95%) MicroStrategy
8 5 (1.62%) Cognos
8 5 (1.62%) EXASOL
9 3 (0.97%) Alteryx
9 3 (0.97%) Google
9 3 (0.97%) Netezza
9 3 (0.97%) Sybase
9 3 (0.97%) VMware
10 2 (0.65%) IBM
10 2 (0.65%) Salesforce.com
11 1 (0.32%) JDA
11 1 (0.32%) RedGate